Will AI replace radiologists?
Updated
Radiologists score 46 of 100 for AI exposure. The largest share of their task time, 63%, is work AI speeds up while they stay in charge. AI can take over 15% outright, and 22% stays with people.
- 15% AI can do it
- 63% AI helps
- 22% Needs a person
Moderate exposure
Higher than 65% of the 923 occupations we scored.
Task by task
We graded 30 tasks, listed here from most to least exposed. AI can do 4 of them today, speeds up 19 and leaves 7 to people.
| Task | AI exposure |
|---|---|
| Prepare comprehensive interpretive reports of findings. Drafting reports from findings suits language models; radiologist verifies. | 70% AI can do it |
| Document the performance, interpretation, or outcomes of all procedures performed. Speech recognition and language models draft procedure records; clinician reviews entries. | 70% AI can do it |
| Review or transmit images and information using picture archiving or communications systems. PACS routing and transmission is largely software automated today. | 65% AI can do it |
| Review procedure requests and patients' medical histories to determine applicability of procedures and radioisotopes to be used. AI can screen requests against protocols and histories; physician confirms. | 65% AI can do it |
| Obtain patients' histories from electronic records, patient interviews, dictated reports, or by communicating with referring clinicians. AI can summarize charts and records; patient interviews still need clinicians. | 50% AI helps |
| Develop or monitor procedures to ensure adequate quality control of images. Software automates image QC metrics; staff still set and approve standards. | 50% AI helps |
| Compare nuclear medicine procedures with other types of procedures, such as computed tomography, ultrasonography, nuclear magnetic resonance imaging, and angiography. AI summarizes comparative evidence well; applying it to patients needs judgment. | 50% AI helps |
| Advise other physicians of the clinical indications, limitations, assessments, or risks of diagnostic and therapeutic applications of radioactive materials. AI answers standard protocol questions; case specific advice needs judgment. | 45% AI helps |
| Check and approve the quality of diagnostic images before patients are discharged. AI can flag technical image defects; approval stays with the radiologist. | 45% AI helps |
| Coordinate radiological services with other medical activities. Scheduling tools handle much coordination; interpersonal liaison stays human. | 40% AI helps |
Show the other 20 tasks
| Task | AI exposure |
|---|---|
| Prescribe radionuclides and dosages to be administered to individual patients. Dose software and order checks assist; prescribing remains a physician decision. | 40% AI helps |
| Teach nuclear medicine, diagnostic radiology, or other specialties at graduate educational level. AI helps prepare slides and quizzes; live mentoring stays human. | 40% AI helps |
| Participate in continuing education activities to maintain and develop expertise. AI tutors and summaries speed study; attending and learning remain personal. | 40% AI helps |
| Perform or interpret the outcomes of diagnostic imaging procedures including magnetic resonance imaging (MRI), computer tomography (CT), positron emission tomography (PET), nuclear cardiology treadmill studies, mammography, or ultrasound. AI flags findings on images; radiologist interprets and remains accountable. | 35% AI helps |
| Communicate examination results or diagnostic information to referring physicians, patients, or families. Drafting result summaries helps; sensitive conversations stay with clinicians. | 35% AI helps |
| Calculate, measure, or prepare radioisotope dosages. Dose calculation software assists; physical preparation and verification remain human. | 35% AI helps |
| Formulate plans and procedures for nuclear medicine departments. AI drafts procedure documents; planning and resourcing decisions stay with leaders. | 35% AI helps |
| Provide counseling to radiologic patients to explain the processes, risks, benefits, or alternative treatments. Drafting patient handouts helps; live counseling remains a clinician duty. | 30% AI helps |
| Establish or enforce standards for protection of patients or personnel. AI drafts protocol text; enforcement and accountability stay with leaders. | 30% AI helps |
| Establish and enforce radiation protection standards for patients and staff. AI drafts radiation safety policy text; enforcement and oversight stay human. | 30% AI helps |
| Participate in quality improvement activities including discussions of areas where risk of error is high. AI can mine discrepancy data; group review and judgment remain human. | 30% AI helps |
| Develop treatment plans for radiology patients. AI can suggest guideline options; the treating physician decides. | 30% AI helps |
| Confer with medical professionals regarding image-based diagnoses. AI can prepare case summaries; peer discussion remains live and human. | 25% AI helps |
| Direct nuclear medicine technologists or technicians regarding desired dosages, techniques, positions, and projections. Supervising technologists in person on techniques and positioning stays human. | 18% Needs a person |
| Test dosage evaluation instruments and survey meters to ensure they are operating properly. Physical instrument checks need hands on equipment testing and reference sources. | 15% Needs a person |
| Instruct radiologic staff in desired techniques, positions, or projections. Teaching positioning needs in room demonstration and live feedback. | 12% Needs a person |
| Monitor handling of radioactive materials to ensure that established procedures are followed. Watching physical handling of radioactive material needs in person oversight. | 12% Needs a person |
| Recognize or treat complications during and after procedures, including blood pressure problems, pain, oversedation, or bleeding. Bedside monitoring and treatment of complications needs a clinician present. | 5% Needs a person |
| Administer radioisotopes to clinical patients or research subjects. Injecting or giving radioisotopes needs hands on handling and patient contact. | 4% Needs a person |
| Perform interventional procedures such as image-guided biopsy, percutaneous transluminal angioplasty, transhepatic biliary drainage, or nephrostomy catheter placement. Needle and catheter procedures require hands on skill and patient contact. | 4% Needs a person |
How radiologists compare
All occupations (923)
Healthcare practitioners and technical (89)
Pay and outlook in the US
- Median pay
- $420,860 a year, May 2025
- People employed
- 26,770 in the US, May 2025
- Projected change in jobs
- +3.4% from 2024 to 2034
Skills to build
- Write and sign interpretive reports in Epic Systems
- Perform image-guided biopsy and catheter placement procedures
- Verify AI-drafted findings in PACS before sign-off
- Hold American Board of Radiology diagnostic certification
- Supervise radioisotope handling under nuclear medicine protocols
Safer roles nearby
5 related occupations with lower scores.
Questions about radiologists and AI
Will radiologists be replaced by AI?
Partly. About 4 in 10 working hours go to tasks AI can already do, mostly drafting interpretive reports and documenting procedures. What stays with people is the hands-on work, biopsies, catheter procedures, radioisotope doses and bedside care for complications.
Will AI take over radiologists?
AI can already do 15% of the task time for radiologists and speeds up another 63%. People still do 22% of it. The US has 26,770 radiologist jobs, with a projected change of +3.4% from 2024 to 2034.
Which tasks is AI taking over for radiologists?
Drafting interpretive reports from findings is the most exposed task, at 70, because language models write the first draft and the radiologist verifies it. Documenting procedure outcomes works the same way, since speech recognition drafts the record for review. Image routing and transmission through PACS is largely software automated already.
Which radiologist tasks stay human?
Administering radioisotopes stays human because injecting or giving them requires hands-on handling and patient contact. Image-guided biopsy, angioplasty and nephrostomy placement need a needle or catheter in the patient's body. Treating complications such as bleeding or oversedation needs a clinician present at the bedside.
How can radiologists stay valuable as AI spreads?
Keep the procedure and bedside work that stays with people, such as image-guided biopsies, catheter placement and complication management. Treat AI-drafted reports in Epic Systems as drafts to verify and sign, catching errors before release. Set image quality control standards in PACS and teach staff positioning in the room.
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